AI agent inside Linear — triages issues, drafts engineering specs, runs cross-team workflows on tickets.
Tool useRAGMemory
Demo · hover to playGlean vs OpenAI Swarmwhich AI ops agent should you pick in 2026?
Enterprise AI worker — unified search, work assistant, and custom agents grounded in your company knowledge.
RAGMemoryTool use
OpenAI's lightweight multi-agent reference implementation — handoff + routine patterns, educational.
Multi-agentTool use
Glean vs OpenAI Swarm — specs
| Spec | Glean | OpenAI Swarm |
|---|---|---|
| Agent Rank | 82 / 100 (A) | 65 / 100 (B) |
| Autonomy | Assistant | Autonomous |
| Pricing | Subscription · Free tier | Free · OSS |
| Open source | No | Yes |
| Capabilities | RAG, Memory, Tool use | Multi-agent, Tool use |
| Integrations | 6 apps | 2 apps |
| Verified | Verified | Verified |
| Released | Feb 2025 | Oct 2024 |
Agent Rank breakdown
Glean
Agent Rank
82/ 100
- Autonomy fit
- 7
- Capabilities
- 6
- Integrations
- 10
- Pricing value
- 9
- Polish & maturity
- 7
- Verifiability
- 10
Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?
OpenAI Swarm
Agent Rank
65/ 100
- Autonomy fit
- 9
- Capabilities
- 4
- Integrations
- 2
- Pricing value
- 10
- Polish & maturity
- 7
- Verifiability
- 7
Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?
Pros & cons
Glean
Pros
- +Single best enterprise knowledge agent in 2026 — instant grounding in your company data
- +Custom Agents (Glean Agents) let teams build internal workflows without code
- +Strong permission-aware retrieval — agents see only what users are allowed to
Cons
- −Enterprise-only — typically $50K+ ACV minimum
- −Initial connector setup takes weeks for full coverage
- −Pricier than ChatGPT Enterprise on a per-seat basis
OpenAI Swarm
Pricing
Glean
Recommended
Enterprise
Custom
Enterprises 200+ employees
- +Unified search across 100+ apps
- +Work assistant + custom agents
- +SSO + enterprise data isolation
OpenAI Swarm
Which one should you pick?
OpenAI Swarm
Pick OpenAI Swarm if cost is the main constraint or if you want the highest autonomy and the verification loop is in place.
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Frequently asked
Should I pick Glean or OpenAI Swarm in 2026?+
Pick Glean if your stack spans many tools and integration depth is the constraint. Pick OpenAI Swarm if cost is the main constraint or if you want the highest autonomy and the verification loop is in place. Most working teams running both can use Glean for primary work and OpenAI Swarm for the workflows where its specific strengths matter.
What's the price difference between Glean and OpenAI Swarm?+
Glean starts at Subscription · Free tier; OpenAI Swarm starts at Free · OSS. OpenAI Swarm is the cheaper entry option. For team deployments the TCO can differ — use the AI Agent Rank TCO calculator for your specific volume.
Which is more autonomous, Glean or OpenAI Swarm?+
OpenAI Swarm is the more autonomous of the two (Autonomous vs Assistant). Higher autonomy ships throughput faster but requires verification loops in place — see our autonomous-vs-copilot framing for when each tier wins.
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Adjacent agents in the same category with overlapping capabilities — worth a side-by-side glance before you commit.
- Demo · hover to play
Visual workflow automation with AI agents — drag-and-drop scenarios across 2,000+ apps.
Tool useMemoryMulti-agentDemo · hover to play7,000+ app integrations plus an AI agent layer — your existing automation stack, now with planning.
Tool useMemoryDemo · hover to play
See more alternatives: alternatives to Glean · alternatives to OpenAI Swarm
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